options(scipen = 999)
flights <- as.data.frame(nycflights13::flights)
wheather <- nycflights13::weather
airports <- nycflights13::airports
planes <- nycflights13::planes
carrier n
9E 18460
AA 32729
AS 714
B6 54635
DL 48110
EV 54173
F9 685
FL 3260
HA 342
MQ 26397
OO 32
UA 58665
US 20536
VX 5162
WN 12275
YV 601
tailnum n
D942DN 4
N0EGMQ 371
N10156 153
N102UW 48
N103US 46
N104UW 47
N10575 289
N105UW 45
N107US 41
N108UW 60
N109UW 48
N110UW 40
N11106 129
N11107 148
N11109 148
N11113 138
N11119 148
N11121 154
N11127 124
N11137 112
N11140 157
N11150 136
N11155 98
N11164 143
N11165 159
N11176 142
N11181 125
N11184 136
N11187 133
N11189 140
N11191 136
N11192 154
N11193 161
N11194 156
N11199 126
N111US 30
N11206 111
N112US 38
N113UW 43
N114UW 39
N11535 232
N11536 277
N11539 229
N11544 226
N11547 266
N11548 247
N11551 242
N11565 243
N117UW 46
N118US 43
N119US 39
N1200K 21
N1201P 16
N12109 86
N12114 68
N12116 78
N12122 128
N12125 94
N12126 152
N12135 143
N12136 123
N12142 129
N12145 85
N12157 144
N12160 116
N12163 137
N12166 125
N12167 156
N12172 132
N12175 171
N12195 148
N121DE 2
N121UW 31
N12201 130
N12216 103
N12218 111
N12221 124
N12225 113
N12238 94
N122US 45
N123UW 33
N124US 46
N12540 225
N12552 244
N12563 202
N12564 250
N12567 274
N12569 237
N125UW 35
N126UW 44
N127UW 42
N128UW 39
N12900 237
N12921 280
N12922 243
N12924 245
N12957 220
N12967 230
N12996 261
N13110 91
N13113 72
N13118 126
N13123 121
N13124 149
N13132 152
N13133 137
N13138 91
N13161 124
N131EV 55
N13202 128
N13248 118
N132EV 35
N133EV 38
N134EV 38
N13538 262
N13550 247
N13553 273
N13566 240
N135EV 42
N136DL 1
N136EV 37
N13716 167
N13718 161
N13750 166
N137DL 1
N137EV 36
N138EV 28
N13903 239
N13908 265
N13913 269
N13914 267
N13949 291
N13955 258
N13956 260
N13958 259
N13964 216
N13965 255
N13968 264
N13969 222
N13970 231
N13975 253
N13978 257
N13979 264
N13988 217
N13989 245
N13992 261
N13994 271
N13995 203
N13997 242
N14102 93
N14105 163
N14106 82
N14107 74
N14115 74
N14116 124
N14117 130
N14118 110
N14120 74
N14121 87
N14125 120
N14143 143
N14148 133
N14153 141
N14158 128
N14162 123
N14168 147
N14171 116
N14173 117
N14174 173
N14177 142
N14179 158
N14180 169
N14186 117
N14188 116
N14198 128
N14203 103
N14204 138
N14214 129
N14219 121
N14228 111
N14230 123
N14231 114
N14237 106
N14242 126
N14250 111
N143DA 1
N14542 262
N14543 247
N14558 283
N14562 246
N14568 266
N14570 252
N14573 295
N14628 1
N14629 4
N146PQ 44
N14704 174
N14731 148
N147PQ 15
N14902 229
N14904 266
N14905 209
N14907 250
N14916 261
N14920 250
N14923 216
N14950 219
N14952 275
N14953 256
N14959 252
N14960 204
N14972 204
N14974 221
N14977 252
N14991 250
N14993 259
N14998 230
N149AT 22
N1501P 6
N150UW 67
N151UW 54
N152DL 2
N152UW 51
N153DL 4
N153PQ 31
N153UW 60
N154DL 50
N154UW 51
N15555 234
N15572 308
N15574 219
N155DL 9
N155UW 40
N156DL 16
N156UW 39
N15710 185
N15712 151
N157UW 40
N15910 280
N15912 242
N15973 240
N15980 316
N15983 253
N15985 231
N15986 231
N1602 12
N1603 16
N1604R 18
N1605 20
N16065 14
N1607B 3
N1608 3
N1609 4
N1610D 2
N16112 90
N1611B 2
N1612T 9
N1613B 7
N16147 112
N16149 158
N16151 134
N16170 159
N16178 108
N16183 127
N161PQ 3
N161UW 82
N16217 99
N16234 110
N162PQ 2
N162UW 74
N163US 83
N16541 247
N16546 238
N16559 226
N16561 232
N16571 267
N165US 78
N16632 11
N166PQ 41
N16701 156
N16703 170
N16709 167
N16713 168
N16732 150
N167US 90
N168AT 18
N16911 262
N16918 257
N16919 251
N16951 196
N16954 207
N16961 239
N16963 233
N16976 232
N16981 274
N16987 222
N16999 199
N169AT 11
N169DZ 14
N169UW 72
N170PQ 7
N170US 73
N17104 88
N17105 83
N17108 145
N17115 128
N17122 97
N17126 95
N17128 89
N17133 88
N17138 137
N17139 91
N17146 119
N17159 130
N17169 138
N17185 147
N17196 149
N171DN 11
N171DZ 17
N171US 81
N17229 142
N17233 111
N17244 109
N17245 123
N172DN 15
N172DZ 13
N172US 65
N173AT 9
N173DZ 21
N173US 82
N174AT 8
N174DN 19
N174DZ 15
N174US 85
N17560 168
N175AT 5
N175DN 10
N175DZ 19
N17627 2
N176AT 10
N176DN 12
N176DZ 18
N176PQ 28
N176UW 84
N17719 151
N17730 152
N177DN 10
N177DZ 8
N177US 72
N178DN 12
N178DZ 11
N178JB 320
N178US 65
N17984 240
N179DN 6
N179JB 311
N179UW 76
N180DN 35
N180US 64
N18101 106
N18102 115
N18112 86
N18114 128
N18119 111
N18120 134
N181DN 12
N181PQ 39
N181UW 63
N18220 106
N18223 110
N18243 101
N182DN 12
N182UW 55
N183DN 23
N183JB 361
N183UW 60
N184AT 4
N184DN 16
N184JB 347
N184US 75
N18556 207
N18557 294
N185DN 14
N185UW 68
N186DN 27
N186PQ 29
N186US 63
N187DN 65
N187JB 337
N187PQ 5
N187US 74
N188DN 73
N188US 95
N189DN 55
N189UW 75
N190DN 52
N190JB 362
N190UW 72
N19117 82
N19130 109
N19136 68
N19141 89
N191DN 63
N191UW 64
N192DN 58
N192JB 319
N192UW 85
N193DN 57
N193JB 334
N193UW 97
N194DN 54
N194UW 76
N19554 311
N195DN 67
N195PQ 16
N195UW 73
N196DN 47
N196UW 66
N197DN 58
N197JB 233
N197PQ 33
N197UW 85
N198DN 53
N198JB 306
N198UW 83
N19966 212
N199DN 54
N199UW 68
N1EAMQ 210
N200AA 34
N200PQ 35
N200WN 28
N201AA 54
N201FR 34
N201LV 32
N202AA 36
N202FR 47
N202WN 23
N203FR 41
N203JB 285
N203WN 35
N204FR 48
N204WN 28
N205FR 47
N205WN 21
N206FR 33
N206JB 307
N206UA 1
N206WN 21
N207FR 33
N207WN 26
N208FR 26
N208WN 20
N20904 2
N209FR 34
N209WN 32
N210FR 40
N210WN 27
N21108 100
N21129 137
N21130 126
N21144 131
N21154 156
N21197 168
N211FR 31
N211WN 33
N212WN 18
N213FR 47
N213WN 28
N214FR 42
N214WN 23
N21537 224
N215WN 24
N216FR 42
N216JB 343
N216WR 29
N21723 143
N217JC 34
N218FR 68
N218WN 26
N219WN 22
N220WN 24
N221FR 4
N221WN 30
N222WN 26
N223WN 28
N224WN 29
N225WN 22
N226WN 26
N227WN 26
N228JB 388
N228PQ 28
N228UA 1
N228WN 27
N22909 262
N22971 230
N229JB 364
N229WN 27
N230WN 21
N23139 141
N231JB 285
N231WN 42
N232PQ 42
N232WN 34
N233LV 30
N234WN 33
N235WN 26
N236JB 308
N236WN 36
N23707 168
N23708 163
N23721 149
N237WN 36
N238JB 313
N238WN 35
N239JB 271
N239WN 27
N240AT 5
N240WN 21
N24103 134
N24128 129
N241WN 28
N24202 104
N24211 130
N24212 120
N24224 78
N242WN 36
N243WN 32
N244WN 36
N245AY 2
N245WN 26
N24633 8
N246LV 35
N24702 172
N24706 178
N24715 163
N24729 168
N247JB 350
N247WN 33
N248WN 42
N249JB 355
N249WN 29
N250WN 30
N25134 109
N251WN 33
N252WN 27
N253WN 27
N254WN 30
N255WN 39
N256WN 21
N25705 166
N257WN 31
N258JB 427
N258WN 42
N259WN 24
N260WN 31
N26123 107
N26141 111
N261AT 9
N261AV 6
N261WN 35
N26208 122
N26210 89
N26215 101
N26226 115
N262WN 33
N263AV 41
N263WN 32
N264LV 31
N26545 265
N26549 260
N265JB 292
N265WN 25
N266JB 343
N266WN 26
N267AT 21
N267JB 335
N267WN 27
N268WN 29
N26906 1
N269WN 37
N270WN 28
N27152 109
N27190 123
N271LV 26
N27200 163
N27205 114
N27213 107
N27239 112
N272AT 17
N272PQ 39
N272WN 25
N273AT 13
N273JB 269
N273WN 26
N27421 84
N27477 45
N274JB 370
N274WN 22
N275WN 27
N276AT 6
N276WN 35
N27722 154
N27724 175
N27733 178
N277WN 31
N278AT 7
N278WN 29
N27901 1
N27962 274
N279AT 8
N279JB 287
N279PQ 42
N279WN 27
N280WN 36
N281AT 18
N281JB 319
N281WN 33
N282WN 29
N283AT 14
N283JB 344
N283WN 28
N28457 109
N28478 53
N284AT 9
N284JB 273
N284WN 36
N285AT 14
N285WN 35
N286WN 38
N287AT 2
N287WN 27
N288WN 37
N289AT 6
N289CT 26
N290AT 16
N290WN 40
N29124 92
N29129 99
N291AT 4
N291WN 32
N292JB 322
N292PQ 62
N292WN 26
N293PQ 67
N293WN 21
N294JB 305
N294PQ 37
N294WN 33
N295AT 4
N295PQ 48
N295WN 25
N296JB 357
N296PQ 45
N296WN 32
N29717 133
N297PQ 22
N297WN 32
N298JB 407
N298PQ 27
N298WN 24
N29906 212
N29917 263
N299AT 6
N299PQ 22
N299WN 30
N301DQ 147
N301NB 220
N302AS 1
N302DQ 145
N302NB 234
N303AS 1
N303DQ 130
N30401 92
N304DQ 136
N304JB 335
N305AS 2
N305DQ 139
N306AS 1
N306DQ 131
N306JB 283
N307AS 2
N307DQ 124
N307JB 261
N308AT 15
N308DE 129
N309AS 2
N309AT 14
N309DE 132
N309JB 301
N309US 137
N310DE 143
N310NW 111
N31131 109
N311US 59
N312US 111
N313US 106
N31412 75
N314NB 217
N314US 83
N315AS 1
N315AT 3
N315NB 210
N315US 93
N316AT 14
N316JB 252
N316NB 197
N316US 83
N317JB 332
N317NB 190
N317US 81
N317WN 2
N318AS 1
N318AT 6
N318JB 296
N318NB 202
N318US 88
N319AA 354
N319AS 3
N319NB 218
N319US 121
N320AA 307
N320AS 2
N320NB 272
N320US 105
N321NB 227
N321US 107
N322AA 15
N322NB 209
N322US 111
N323AA 357
N323AS 2
N323JB 325
N323NB 215
N323US 102
N32404 99
N324AA 328
N324JB 370
N324NB 202
N324US 136
N325AA 7
N325NB 177
N325US 123
N32626 1
N326AT 18
N326NB 235
N326US 106
N327AA 387
N327NB 219
N327NW 111
N328AA 393
N328AT 3
N328JB 309
N328NB 48
N328NW 104
N329AA 344
N329AT 21
N329JB 279
N329NB 245
N329NW 124
N330AT 18
N330NB 44
N330NW 116
N33103 103
N33132 87
N33182 170
N331NB 59
N331NW 130
N33203 97
N33209 103
N33262 126
N33264 111
N33266 123
N33284 115
N33286 119
N33289 119
N33292 123
N33294 101
N332AA 328
N332NB 238
N332NW 105
N333NB 120
N333NW 108
N334JB 324
N334NB 183
N334NW 103
N335AA 385
N335NB 193
N335NW 99
N336AA 353
N336AT 16
N336NB 255
N336NW 121
N33714 177
N337AT 13
N337JB 301
N337NB 165
N337NW 100
N338AA 388
N338AT 16
N338NB 211
N338NW 114
N339AA 326
N339JB 333
N339NB 194
N339NW 100
N340LV 2
N340NB 202
N340NW 74
N34110 138
N34111 174
N34131 109
N34137 86
N341NB 139
N341NW 113
N34222 101
N34282 102
N342AA 19
N342NB 190
N342NW 111
N343AA 13
N343NB 119
N343NW 108
N34455 106
N34460 90
N344AA 13
N344AT 32
N344NB 179
N344NW 94
N344SW 1
N345AA 21
N345NB 180
N345NW 62
N345SA 3
N346AA 17
N346JB 314
N346NB 199
N346SW 3
N347AA 27
N347NB 168
N347NW 73
N347SW 1
N348AA 26
N348JB 348
N348NB 157
N348NW 91
N349AA 19
N349NB 168
N349NW 92
N349SW 3
N350AA 13
N350NA 91
N350SW 1
N351AA 23
N351JB 402
N351NB 78
N351NW 114
N35204 119
N35260 136
N35271 125
N352AA 21
N352NB 42
N352NW 84
N352SW 4
N353AA 16
N353AT 21
N353JB 404
N353NB 179
N353NW 105
N353SW 6
N35407 101
N354AA 25
N354AT 10
N354JB 333
N354NB 26
N354NW 99
N354SW 4
N355AA 10
N355JB 282
N355NB 128
N355NW 103
N355SW 2
N356AA 21
N356NW 110
N356SW 5
N357AA 28
N357NB 147
N357NW 116
N357SW 8
N358AA 11
N358JB 271
N358NB 187
N358NW 108
N358SW 2
N359AA 19
N359NB 185
N359NW 80
N359SW 4
N360AA 21
N360NB 151
N360NW 111
N360SW 4
N361AA 23
N361NB 157
N361NW 105
N361SW 3
N361VA 47
N36207 115
N36247 108
N36272 121
N36280 113
N362AA 16
N362NB 75
N362NW 106
N362SW 7
N363AA 17
N363NB 86
N363NW 113
N363SW 5
N36444 103
N36447 113
N36469 102
N36472 90
N36476 54
N364AA 22
N364NB 199
N364NW 115
N364SW 6
N365AA 32
N365NB 159
N365NW 97
N365SW 5
N366AA 12
N366NB 156
N366NW 103
N366SW 6
N367AA 12
N367NW 121
N367SW 2
N368AA 11
N368JB 230
N368NB 171
N368NW 84
N368SW 5
N36915 228
N369AA 15
N369NB 187
N369NW 91
N369SW 5
N370AA 19
N370NB 151
N370NW 123
N370SW 6
N371AA 24
N371CA 196
N371DA 122
N371NB 149
N371NW 78
N371SW 5
N37252 123
N37253 97
N37255 107
N37263 130
N37267 121
N37273 107
N37274 121
N37277 56
N37281 102
N37287 124
N37290 103
N37293 102
N37298 146
N372AA 10
N372DA 85
N372NW 114
N372SW 3
N3730B 121
N3731T 115
N3732J 108
N3733Z 102
N3734B 112
N3735D 136
N3736C 121
N3737C 113
N3738B 80
N3739P 104
N373AA 15
N373DA 106
N373JB 232
N373NW 110
N373SW 8
N37408 90
N37409 86
N3740C 123
N37413 102
N37419 95
N3741S 109
N37420 108
N37422 98
N37427 89
N3742C 98
N37434 121
N37437 101
N3743H 142
N3744F 140
N37456 89
N3745B 162
N37462 97
N37464 88
N37465 111
N37466 99
N37468 102
N3746H 124
N37470 79
N37471 100
N37474 73
N3747D 142
N3748Y 124
N3749D 157
N374AA 15
N374DA 102
N374JB 236
N374NW 115
N374SW 6
N3750D 142
N3751B 134
N3752 147
N3753 130
N3754A 158
N3755D 107
N3756 130
N3757D 140
N3758Y 166
N3759 125
N375AA 13
N375DA 96
N375JB 58
N375NC 85
N375SW 9
N3760C 127
N3761R 131
N3762Y 131
N3763D 119
N3764D 169
N3765 132
N3766 115
N3767 146
N3768 127
N3769L 162
N376AA 20
N376DA 76
N376NW 135
N376SW 5
N37700 159
N3771K 116
N3772H 157
N3773D 146
N377AA 25
N377DA 99
N377NW 112
N378AA 13
N378DA 100
N378NW 133
N378SW 7
N379AA 13
N379DA 88
N379SW 7
N380AA 19
N380DA 109
N380HA 40
N380SW 3
N381AA 22
N381DN 102
N381HA 25
N38257 111
N38268 117
N382AA 17
N382DA 115
N382HA 26
N382SW 9
N383AA 25
N383DN 119
N383HA 26
N383SW 4
N38403 72
N38417 70
N38424 103
N38443 107
N38446 104
N38451 97
N38454 104
N38458 92
N38459 109
N38467 89
N38473 71
N384AA 10
N384DA 94
N384HA 33
N384SW 5
N385AA 20
N385DN 104
N385HA 28
N386AA 23
N386DA 100
N386HA 25
N386SW 7
N38727 172
N387AA 16
N387DA 84
N387SW 5
N388AA 18
N388DA 104
N388HA 36
N388SW 7
N389AA 9
N389DA 134
N389HA 32
N389SW 7
N390AA 14
N390DA 102
N390HA 20
N390SW 11
N391AA 12
N391CA 148
N391DA 101
N391HA 21
N391SW 4
N39297 106
N392AA 14
N392DA 112
N392HA 13
N392SW 5
N393AA 23
N393DA 86
N393HA 10
N39415 101
N39416 109
N39418 105
N39423 101
N39450 91
N39461 107
N39463 107
N39475 69
N394AA 18
N394DA 91
N394DL 4
N394SW 6
N395AA 8
N395DN 108
N395HA 7
N395SW 4
N396AA 21
N396DA 95
N396SW 7
N39726 167
N39728 195
N397AA 20
N397DA 116
N397SW 5
N398AA 19
N398CA 174
N398DA 116
N398SW 6
N399AA 25
N399DA 120
N399WN 3
N3AAAA 74
N3ABAA 64
N3ACAA 87
N3ADAA 62
N3AEAA 58
N3AEMQ 276
N3AFAA 63
N3AGAA 51
N3AHAA 59
N3AJAA 62
N3AKAA 73
N3ALAA 63
N3AMAA 72
N3ANAA 76
N3APAA 63
N3ARAA 71
N3ASAA 62
N3ATAA 62
N3AUAA 67
N3AVAA 62
N3AWAA 61
N3AXAA 63
N3AYAA 68
N3BAAA 77
N3BBAA 61
N3BCAA 83
N3BDAA 85
N3BEAA 48
N3BFAA 64
N3BGAA 68
N3BHAA 88
N3BJAA 55
N3BKAA 76
N3BLAA 66
N3BMAA 23
N3BNAA 43
N3BPAA 78
N3BRAA 84
N3BSAA 54
N3BTAA 46
N3BUAA 72
N3BVAA 100
N3BWAA 80
N3BXAA 68
N3BYAA 81
N3CAAA 70
N3CBAA 62
N3CCAA 82
N3CDAA 69
N3CEAA 74
N3CFAA 103
N3CGAA 79
N3CHAA 78
N3CJAA 56
N3CKAA 66
N3CLAA 68
N3CMAA 62
N3CNAA 68
N3CPAA 70
N3CRAA 73
N3CSAA 68
N3CTAA 60
N3CUAA 48
N3CVAA 38
N3CWAA 68
N3CXAA 52
N3CYAA 71
N3DAAA 43
N3DBAA 70
N3DCAA 51
N3DDAA 66
N3DEAA 65
N3DFAA 45
N3DGAA 60
N3DHAA 35
N3DJAA 44
N3DLAA 60
N3DMAA 76
N3DNAA 47
N3DPAA 63
N3DRAA 99
N3DSAA 91
N3DTAA 67
N3DUAA 70
N3DVAA 71
N3DWAA 71
N3DXAA 70
N3DYAA 62
N3EAAA 57
N3EBAA 79
N3ECAA 57
N3EDAA 55
N3EEAA 88
N3EFAA 58
N3EGAA 56
N3EHAA 74
N3EJAA 72
N3EKAA 45
N3ELAA 63
N3EMAA 69
N3ENAA 65
N3EPAA 58
N3ERAA 66
N3ESAA 69
N3ETAA 60
N3EUAA 56
N3EVAA 88
N3EWAA 72
N3EXAA 65
N3EYAA 105
N3FAAA 79
N3FBAA 74
N3FCAA 54
N3FDAA 77
N3FEAA 66
N3FFAA 68
N3FGAA 53
N3FHAA 82
N3FJAA 98
N3FKAA 80
N3FLAA 67
N3FMAA 75
N3FNAA 63
N3FPAA 59
N3FRAA 65
N3FSAA 77
N3FTAA 87
N3FUAA 97
N3FVAA 50
N3FWAA 84
N3FXAA 86
N3FYAA 86
N3GAAA 83
N3GBAA 60
N3GCAA 101
N3GDAA 74
N3GEAA 80
N3GFAA 96
N3GGAA 72
N3GHAA 74
N3GJAA 65
N3GKAA 77
N3GLAA 93
N3GMAA 69
N3GNAA 59
N3GPAA 63
N3GRAA 79
N3GSAA 85
N3GTAA 60
N3GUAA 77
N3GVAA 73
N3GWAA 70
N3GXAA 81
N3GYAA 60
N3HAAA 69
N3HBAA 79
N3HCAA 81
N3HDAA 68
N3HEAA 80
N3HFAA 62
N3HGAA 81
N3HHAA 52
N3HJAA 78
N3HKAA 56
N3HLAA 60
N3HMAA 79
N3HNAA 74
N3HPAA 48
N3HRAA 81
N3HSAA 69
N3HTAA 58
N3HUAA 51
N3HVAA 55
N3HWAA 82
N3HXAA 70
N3HYAA 68
N3JAAA 60
N3JBAA 56
N3JCAA 69
N3JDAA 80
N3JEAA 48
N3JFAA 68
N3JGAA 57
N3JHAA 74
N3JJAA 87
N3JKAA 53
N3JLAA 78
N3JMAA 57
N3JNAA 64
N3JPAA 102
N3JRAA 71
N3JSAA 72
N3JTAA 78
N3JUAA 72
N3JVAA 72
N3JWAA 73
N3JXAA 58
N3JYAA 56
N3KAAA 63
N3KBAA 59
N3KCAA 67
N3KDAA 64
N3KEAA 67
N3KFAA 57
N3KGAA 52
N3KHAA 58
N3KJAA 71
N3KKAA 58
N3KLAA 45
N3KMAA 60
N3KNAA 40
N3KPAA 48
N3KRAA 40
N3KSAA 35
N3KTAA 41
N3KUAA 15
N3KVAA 30
N3KWAA 25
N3KXAA 26
N3KYAA 31
N3LAAA 13
N3LBAA 24
N3LDAA 1
N3LEAA 4
N3LFAA 1
N3LGAA 2
N400WN 23
N401UA 70
N401WN 28
N402AS 47
N402UA 121
N402WN 37
N403AA 39
N403AS 51
N403UA 110
N403WN 17
N404UA 85
N404WN 35
N405UA 110
N405WN 26
N406UA 103
N406US 9
N406WN 22
N407AS 41
N407UA 79
N407WN 28
N408AS 35
N408UA 100
N408WN 28
N409AS 39
N409UA 90
N409US 7
N409WN 28
N410UA 98
N410WN 25
N41104 118
N41135 107
N41140 94
N411UA 119
N411WN 25
N412UA 105
N412WN 22
N413AS 28
N413UA 104
N413WN 26
N414UA 87
N414WN 27
N415UA 99
N415WN 26
N416UA 96
N416WN 22
N417UA 80
N417WN 29
N418UA 93
N418WN 22
N419AS 32
N419UA 95
N419US 7
N419WN 21
N420UA 86
N420US 5
N420WN 25
N421LV 29
N421UA 110
N422UA 106
N422WN 27
N423AS 29
N423UA 94
N423WN 28
N424AA 44
N424UA 94
N424WN 24
N425AA 43
N425LV 23
N425UA 87
N426AA 52
N426UA 95
N426US 6
N426WN 33
N427SW 1
N427UA 98
N427US 3
N427WN 24
N428UA 90
N428WN 38
N429UA 108
N429WN 27
N430UA 95
N430US 3
N430WN 25
N431AS 8
N431UA 104
N431WN 34
N432UA 75
N432US 4
N432WN 40
N433AA 22
N433AS 7
N433LV 31
N433UA 79
N433US 8
N434AA 43
N434UA 106
N434US 9
N434WN 33
N435AA 33
N435AS 4
N435UA 100
N435US 6
N435WN 25
N436AA 45
N436UA 96
N436WN 28
N437AA 46
N437UA 95
N437WN 34
N438AA 48
N438UA 84
N438US 11
N438WN 23
N439AA 53
N439UA 113
N439US 5
N439WN 24
N440AS 8
N440LV 23
N440UA 106
N440US 5
N441UA 96
N441US 2
N441WN 26
N442AS 5
N442UA 96
N442US 5
N442WN 27
N443UA 96
N443US 7
N443WN 23
N444UA 95
N444US 7
N444WN 33
N445UA 95
N445US 6
N445WN 30
N446UA 96
N446WN 18
N447UA 106
N447WN 31
N448UA 91
N448WN 21
N449UA 131
N449US 5
N449WN 32
N450UW 6
N450WN 36
N451UA 93
N451UW 1
N451WN 34
N452UA 98
N452UW 7
N452WN 27
N453UA 125
N453UW 7
N453WN 38
N45440 107
N454AA 68
N454UA 96
N454WN 29
N455AA 41
N455UA 101
N455UW 10
N455WN 24
N456AA 40
N456UA 95
N456UW 1
N456WN 38
N457UA 102
N457UW 9
N457WN 24
N458UA 98
N458WN 34
N45905 2
N459UA 107
N459UW 6
N459WN 28
N460UA 91
N460UW 6
N460WN 36
N461UA 109
N461WN 18
N462UA 116
N462WN 27
N463UA 103
N463WN 25
N464UA 90
N464WN 30
N465UA 126
N465WN 24
N466AA 55
N466UA 96
N466WN 38
N467AA 49
N467UA 111
N467WN 29
N468AA 59
N468UA 72
N468WN 27
N469AA 37
N469UA 98
N469WN 31
N470AA 45
N470UA 93
N470WN 24
N471AA 53
N471UA 97
N472AA 31
N472UA 95
N472WN 29
N473AA 51
N473UA 96
N473WN 29
N47414 92
N474AA 54
N474UA 104
N474WN 33
N475AA 50
N475UA 112
N475WN 30
N476AA 50
N476UA 91
N476WN 31
N477AA 37
N477UA 81
N477WN 41
N478AA 47
N478UA 111
N478WN 31
N479AA 34
N479UA 110
N479WN 27
N480AA 56
N480UA 109
N480WN 38
N48127 93
N481AA 39
N481UA 106
N481WN 34
N482AA 71
N482UA 106
N482WN 36
N483AA 45
N483UA 101
N483WN 18
N484AA 37
N484UA 90
N484WN 21
N485AA 34
N485UA 93
N485WN 26
N486AA 47
N486UA 91
N486WN 29
N487AA 65
N487UA 122
N487WN 34
N488AA 57
N488UA 98
N488WN 31
N48901 231
N489AA 46
N489UA 85
N489WN 27
N490AA 49
N490UA 95
N490WN 23
N491AA 48
N491UA 117
N491WN 38
N492AA 44
N492UA 90
N492WN 29
N493AA 46
N493UA 105
N493WN 30
N494AA 43
N494UA 107
N494WN 26
N495UA 116
N495WN 20
N496AA 41
N496UA 113
N496WN 25
N497UA 109
N497WN 29
N498UA 104
N498WN 26
N499AA 44
N499WN 29
N4UBAA 45
N4UCAA 59
N4WAAA 52
N4WJAA 46
N4WKAA 56
N4WLAA 60
N4WMAA 52
N4WNAA 54
N4WPAA 49
N4WRAA 21
N4WSAA 43
N4WTAA 48
N4WVAA 43
N4WWAA 17
N4WYAA 3
N4XBAA 55
N4XCAA 45
N4XDAA 56
N4XEAA 53
N4XFAA 51
N4XGAA 63
N4XHAA 53
N4XJAA 44
N4XKAA 39
N4XLAA 62
N4XMAA 69
N4XNAA 51
N4XPAA 49
N4XRAA 49
N4XSAA 41
N4XTAA 65
N4XUAA 44
N4XVAA 58
N4XWAA 26
N4XXAA 57
N4XYAA 52
N4YAAA 51
N4YBAA 54
N4YCAA 60
N4YDAA 64
N4YEAA 56
N4YFAA 61
N4YGAA 50
N4YHAA 43
N4YJAA 62
N4YKAA 41
N4YLAA 40
N4YMAA 53
N4YNAA 70
N4YPAA 57
N4YRAA 50
N4YSAA 48
N4YTAA 53
N4YUAA 42
N500MQ 237
N501AA 55
N501MJ 15
N501MQ 250
N501US 3
N502AA 47
N502MJ 15
N502MQ 282
N502SW 1
N502UA 286
N503AA 57
N503JB 268
N503MJ 16
N503MQ 191
N503UA 81
N503US 3
N504AA 43
N504JB 286
N504MJ 13
N504MQ 271
N504UA 114
N505AA 45
N505JB 270
N505MJ 17
N505MQ 242
N505SW 1
N505UA 282
N506AA 10
N506AS 9
N506JB 242
N506MJ 12
N506MQ 284
N506SW 7
N506UA 38
N507AY 42
N507JB 284
N507MJ 21
N507MQ 264
N507UA 84
N507US 3
N508AA 42
N508AS 8
N508AY 56
N508JB 291
N508MJ 10
N508MQ 298
N508SW 6
N508UA 238
N509AA 1
N509AY 49
N509JB 324
N509MJ 18
N509MQ 241
N509SW 3
N509UA 98
N510JB 297
N510MJ 19
N510MQ 299
N510SW 1
N510UA 248
N510UW 48
N511AA 14
N511MJ 14
N511MQ 287
N511SW 2
N511UA 109
N512AA 32
N512AS 6
N512MJ 15
N512MQ 226
N512SW 2
N512UA 281
N513AA 42
N513AS 5
N513MJ 19
N513MQ 287
N513UA 102
N514AA 44
N514AS 3
N514MJ 12
N514MQ 253
N514SW 2
N514UA 89
N515AA 29
N515MJ 16
N515MQ 241
N515SW 3
N515UA 81
N516AA 27
N516AS 5
N516JB 288
N516LR 16
N516MQ 269
N516UA 68
N517AA 17
N517AS 2
N517JB 285
N517MQ 259
N517UA 34
N518AA 14
N518AS 2
N518LR 14
N518MQ 319
N518UA 237
N519AA 38
N519AS 5
N519JB 264
N519LR 18
N519MQ 246
N519UA 90
N519US 4
N519UW 46
N520AA 51
N520AS 5
N520JB 284
N520MQ 306
N520UA 91
N520UW 52
N521AA 35
N521JB 263
N521LR 17
N521MQ 296
N521SW 1
N521UA 75
N521US 7
N521UW 56
N521VA 27
N522AA 40
N522LR 14
N522MQ 300
N522SW 2
N522UA 94
N522US 5
N522VA 32
N523AS 7
N523JB 321
N523MQ 334
N523SW 2
N523UA 100
N523US 8
N523UW 39
N523VA 28
N524AS 9
N524JB 279
N524MQ 244
N524SW 2
N524UA 116
N524UW 49
N524VA 28
N525AA 43
N525AS 6
N525MQ 314
N525SW 2
N525UA 227
N525US 3
N525VA 31
N526AA 52
N526AS 9
N526JB 276
N526MQ 297
N526SW 2
N526UA 93
N526VA 28
N527AA 32
N527AS 4
N527JB 270
N527MQ 317
N527SW 2
N527UA 25
N527VA 37
N528AA 54
N528AS 5
N528MQ 346
N528UA 98
N528VA 23
N529AA 26
N529AS 4
N529JB 288
N529UA 117
N529VA 34
N530AA 38
N530AS 8
N530MQ 302
N530UA 104
N530US 5
N530VA 35
N531AS 5
N531JB 252
N531MQ 349
N531US 6
N532AS 10
N532MQ 340
N532UA 75
N532US 2
N533AS 8
N533UA 94
N533US 5
N53441 102
N53442 108
N534AS 2
N534JB 282
N534MQ 364
N534UA 92
N534US 7
N534UW 47
N535AS 4
N535JB 261
N535MQ 264
N535UA 98
N535UW 60
N536AA 4
N536AS 1
N536JB 268
N536UA 96
N536UW 81
N537AA 36
N537AS 3
N537JB 286
N537MQ 289
N537UA 93
N537UW 84
N538AA 36
N538AS 3
N538CA 44
N538UA 106
N538UW 82
N539AA 72
N539MQ 288
N539UA 94
N539US 3
N539UW 96
N540AA 38
N540UA 87
N540US 11
N540UW 85
N541AA 46
N541UA 71
N541US 5
N541UW 39
N54241 108
N542AA 70
N542MQ 363
N542US 6
N542UW 62
N543AA 47
N543MQ 202
N543UA 25
N543US 4
N543UW 82
N544AA 63
N544MQ 254
N544UA 30
N544UW 53
N545AA 43
N545UA 34
N545UW 52
N546AA 51
N546AS 13
N546MQ 248
N546UA 82
N546UW 53
N54711 148
N547AA 63
N547JB 285
N547UA 33
N547US 2
N547UW 60
N548AA 49
N548AS 14
N548UA 26
N548US 8
N548UW 52
N549AA 28
N549AS 16
N549UA 23
N549US 5
N549UW 52
N550AA 30
N550NW 7
N550UA 14
N550UW 58
N550WN 23
N551AA 40
N551AS 22
N551NW 7
N551UA 38
N551UW 59
N551WN 24
N552AA 30
N552AS 17
N552JB 311
N552NW 4
N552UA 24
N552UW 54
N552WN 22
N553AA 52
N553AS 18
N553NW 5
N553UA 122
N553UW 41
N553WN 18
N554AA 57
N554JB 303
N554NW 8
N554UA 241
N554UW 88
N554WN 28
N555AA 43
N555AY 67
N555LV 31
N555NW 10
N555UA 232
N556AA 51
N556AS 12
N556JB 301
N556NW 6
N556UA 97
N556UW 77
N556WN 37
N557AA 44
N557AS 1
N557NW 10
N557UA 259
N557UW 62
N558AA 38
N558AS 6
N558JB 310
N558UA 95
N558UW 81
N559AA 57
N559AS 7
N559JB 265
N559UA 97
N559UW 91
N560AA 37
N560AS 1
N560UA 273
N560UW 69
N561AA 41
N561JB 301
N561UA 103
N561UW 85
N562AS 2
N562JB 315
N562UA 86
N562UW 83
N563AS 7
N563JB 274
N563UA 114
N563UW 60
N564AA 59
N564AS 3
N564JB 286
N564UA 106
N564UW 86
N565AA 41
N565AS 3
N565JB 267
N565UA 93
N565UW 91
N566AA 36
N566AS 8
N566JB 261
N566UA 111
N566UW 87
N567AA 63
N567UA 105
N567UW 41
N56859 40
N568AA 44
N568AS 5
N568JB 295
N568UA 110
N568UW 23
N569AA 44
N569AS 1
N569JB 207
N569UA 84
N569UW 25
N57016 1
N570AA 63
N570AS 5
N570JB 284
N570UA 95
N570UW 6
N57111 84
N571AA 53
N571JB 256
N571UA 86
N571UW 12
N572UA 77
N572UW 2
N573AA 50
N573UA 105
N57439 103
N574AA 36
N574UA 96
N575AA 39
N575UA 89
N576AA 54
N576UA 94
N577AA 28
N577AS 3
N577UA 94
N57852 51
N57855 47
N57857 32
N57862 12
N57863 14
N57864 13
N57868 16
N57869 13
N57870 9
N578AA 45
N578UA 108
N579AA 51
N579AS 2
N579JB 264
N579UA 103
N580AA 41
N580JB 271
N580UA 87
N58101 82
N581AA 35
N581AS 8
N581UA 57
N582AA 59
N582CA 41
N583AA 63
N583AS 2
N583JB 278
N584AA 64
N584AS 7
N584JB 309
N584UA 62
N585AA 43
N585AS 2
N585JB 308
N585UA 105
N586AA 46
N586AS 2
N586JB 283
N586UA 67
N587AA 46
N587AS 8
N587JB 295
N587NW 1
N587UA 103
N588JB 267
N588UA 145
N589AA 50
N589AS 2
N589JB 306
N589UA 174
N59053 23
N590AA 40
N590AS 4
N590JB 325
N590NW 1
N590UA 92
N591AA 51
N591JB 285
N592AA 58
N592AS 6
N592JB 296
N592UA 48
N593AA 51
N593AS 2
N593JB 294
N593UA 86
N594AA 50
N594AS 6
N594JB 297
N594NW 1
N594UA 109
N595AA 54
N595JB 316
N595NW 1
N595UA 201
N59630 4
N596AA 50
N596AS 5
N596UA 230
N597AA 47
N597AS 4
N597JB 274
N597UA 180
N598AA 58
N598JB 304
N598UA 127
N599AA 62
N599JB 312
N5BRAA 40
N5BSAA 34
N5BTAA 42
N5BVAA 32
N5BYAA 39
N5CAAA 31
N5CBAA 35
N5CCAA 30
N5CDAA 42
N5CEAA 20
N5CFAA 33
N5CGAA 43
N5CHAA 36
N5CKAA 31
N5CLAA 17
N5CNAA 20
N5CPAA 32
N5CRAA 39
N5CSAA 28
N5CYAA 11
N5DAAA 16
N5DBAA 11
N5DCAA 16
N5DDAA 26
N5DEAA 5
N5DFAA 7
N5DHAA 6
N5DJAA 1
N5DKAA 2
N5DLAA 17
N5DMAA 33
N5DNAA 28
N5DPAA 12
N5DRAA 12
N5DSAA 29
N5DTAA 41
N5DUAA 39
N5DVAA 27
N5DWAA 34
N5DXAA 26
N5DYAA 34
N5EAAA 40
N5EBAA 29
N5ECAA 1
N5EDAA 5
N5EEAA 40
N5EFAA 33
N5EGAA 41
N5EHAA 34
N5EJAA 21
N5EKAA 23
N5ELAA 33
N5EMAA 38
N5ENAA 27
N5EPAA 19
N5ERAA 1
N5ESAA 2
N5ETAA 125
N5EUAA 102
N5EVAA 89
N5EWAA 105
N5EXAA 109
N5EYAA 114
N5FAAA 117
N5FBAA 4
N5FCAA 1
N5FDAA 1
N5FEAA 97
N5FFAA 80
N5FGAA 70
N5FHAA 94
N5FJAA 84
N5FKAA 105
N5FLAA 72
N5FMAA 109
N5FNAA 101
N5FPAA 104
N5FRAA 72
N5FSAA 100
N5FTAA 102
N5PBMQ 283
N600LR 257
N600MQ 17
N600QX 188
N600TR 2
N600WN 5
N601AW 66
N601LR 227
N601MQ 38
N601WN 2
N601XJ 48
N602AW 48
N602DL 34
N602LR 274
N602MQ 13
N602SW 7
N602XJ 41
N603AT 34
N603DL 49
N603JB 311
N603MQ 25
N603SW 7
N604AW 67
N604DL 30
N604LR 231
N604MQ 29
N604QX 128
N604SW 12
N605JB 257
N605LR 275
N605MQ 10
N605QX 136
N605SW 6
N606JB 314
N606LR 36
N606MQ 20
N606SW 4
N607AT 46
N607JB 295
N607LR 34
N607MQ 19
N607SW 7
N608AT 28
N608DA 11
N608JB 302
N608MQ 6
N608QX 209
N608SW 2
N609DL 30
N609MQ 8
N609SW 5
N610DL 22
N610MQ 28
N610WN 4
N611MQ 22
N611QX 188
N611SW 6
N612AA 20
N612DL 57
N612JB 285
N612MQ 29
N612QX 201
N612SW 2
N613AA 31
N613DL 20
N613JB 326
N613MQ 22
N613SW 2
N614DL 20
N614MQ 12
N614QX 184
N614SW 6
N615AA 22
N615DL 24
N615JB 249
N615MQ 34
N615QX 222
N615SW 6
N616DL 61
N616MQ 21
N616SW 5
N617AA 30
N617DL 59
N617MQ 34
N617SW 3
N618AA 23
N618DL 56
N618JB 312
N618MQ 45
N618WN 6
N619AA 24
N619MQ 26
N619SW 3
N620MQ 40
N620SW 9
N621AA 45
N621JB 315
N621MQ 25
N621SW 3
N621VA 156
N622AA 37
N622AW 1
N622MQ 16
N622SW 5
N622VA 128
N623AA 38
N623DL 48
N623JB 284
N623MQ 25
N623SW 4
N623VA 118
N624AA 29
N624AG 300
N624AW 1
N624JB 276
N624MQ 21
N624SW 5
N624VA 126
N625AA 28
N625AW 1
N625JB 275
N625MQ 20
N625SW 10
N625VA 134
N62631 11
N626AW 1
N626MQ 15
N626SW 7
N626VA 152
N627AW 1
N627DL 52
N627JB 235
N627MQ 46
N627SW 5
N627VA 120
N628AA 32
N628AW 2
N628MQ 27
N628SW 5
N628VA 146
N629JB 263
N629MQ 22
N629SW 5
N629VA 128
N630AA 48
N630JB 301
N630MQ 23
N630VA 125
N630WN 6
N631AA 45
N631AW 1
N631MQ 31
N631VA 142
N632AW 1
N632JB 272
N632MQ 19
N632SW 7
N632VA 111
N633AA 24
N633AW 1
N633DL 66
N633JB 293
N633MQ 15
N633SW 9
N633VA 130
N634AA 35
N634JB 281
N634MQ 16
N634SW 2
N634VA 128
N635AA 29
N635DL 63
N635JB 268
N635MQ 33
N635SW 5
N635VA 145
N636DL 22
N636JB 268
N636MQ 47
N636VA 145
N636WN 1
N637DL 26
N637JB 286
N637MQ 30
N637SW 3
N637VA 142
N638AA 16
N638DL 24
N638JB 245
N638MQ 46
N638SW 3
N638VA 157
N639AA 27
N639DL 25
N639JB 286
N639MQ 30
N639SW 5
N639VA 116
N640AA 28
N640AW 54
N640DL 13
N640JB 260
N640MQ 21
N640SW 3
N640VA 133
N641DL 35
N641JB 232
N641MQ 38
N641SW 5
N641UA 1
N641VA 153
N642AA 31
N642AW 44
N642DL 60
N642MQ 20
N642VA 143
N642WN 10
N643DL 32
N643JB 253
N643MQ 27
N643SW 5
N644DL 28
N644JB 273
N644MQ 49
N644SW 4
N644UA 2
N645DL 24
N645JB 281
N645MQ 25
N645SW 3
N646DL 55
N646JB 260
N646MQ 2
N646SW 6
N646UA 2
N647AW 52
N647DL 34
N647MQ 1
N647SW 4
N647UA 1
N64809 4
N648AW 66
N648DL 40
N648JB 258
N648MQ 35
N648SW 2
N648UA 1
N649AW 61
N649DL 30
N649JB 283
N649MQ 20
N649SW 4
N649UA 1
N650AW 52
N650DL 24
N650MQ 45
N650SW 3
N651AW 69
N651DL 23
N651JB 261
N651MQ 31
N651SW 7
N651UA 1
N652AW 63
N652DL 34
N652JB 264
N652MQ 12
N652SW 6
N652UA 2
N653AW 76
N653JB 295
N653MQ 12
N653SW 7
N653UA 1
N654AW 62
N654DL 40
N654MQ 3
N654SW 5
N654UA 1
N655AW 70
N655DL 41
N655JB 281
N655MQ 34
N655UA 1
N655WN 4
N656AW 72
N656JB 275
N656MQ 35
N656SW 3
N656UA 5
N657AW 71
N657JB 285
N657MQ 39
N657SW 2
N657UA 1
N658AW 66
N658DL 39
N658JB 286
N658MQ 22
N658SW 5
N658UA 3
N659AW 57
N659DL 78
N659JB 276
N659MQ 35
N659SW 6
N659UA 3
N66051 34
N66056 30
N66057 39
N660AW 58
N660DL 54
N660MQ 41
N660SW 1
N660UA 3
N661AW 50
N661DN 47
N661JB 286
N661MQ 19
N661UA 1
N662AW 67
N662DN 56
N662JB 256
N662MQ 7
N662SW 5
N663AW 67
N663DN 75
N663JB 271
N663MQ 26
N663SW 3
N663UA 4
N664AW 51
N664DN 75
N664MQ 8
N664UA 20
N665AW 49
N665DN 78
N665JB 244
N665MQ 6
N665UA 11
N665WN 7
N666DN 62
N666UA 11
N667AW 59
N667DN 80
N667MQ 21
N667UA 25
N66803 12
N66808 16
N668AW 66
N668DN 49
N668MQ 24
N668UA 18
N669AW 52
N669DN 69
N669MQ 16
N669SW 1
N669UA 17
N6700 30
N6701 44
N6702 33
N6703D 38
N6704Z 28
N67052 24
N67058 36
N6705Y 29
N6706Q 19
N6707A 37
N6708D 36
N6709 27
N670DN 61
N670MQ 9
N670SW 2
N670UA 27
N670US 1
N6710E 34
N6711M 31
N6712B 42
N67134 94
N6713Y 22
N6714Q 21
N6715C 27
N6716C 25
N67171 33
N671DN 60
N671MQ 31
N671UA 19
N672AW 59
N672DL 64
N672MQ 22
N672UA 17
N673AW 73
N673DL 50
N673MQ 20
N673UA 16
N674DL 78
N674MQ 3
N674UA 19
N675AW 60
N675DL 62
N675MC 5
N675MQ 23
N675UA 25
N676AW 78
N676CA 35
N676DL 52
N676MQ 12
N676UA 12
N677AW 69
N677MQ 29
N677UA 19
N678AW 58
N678CA 34
N678DL 52
N678MQ 14
N679AW 40
N679DA 67
N679MQ 36
N68061 22
N680AW 55
N680DA 72
N680MQ 31
N68159 5
N68160 8
N681DA 32
N681MQ 27
N682DA 18
N682MQ 31
N683BR 3
N683DA 15
N683MQ 30
N68452 99
N68453 104
N684DA 36
N684MQ 20
N684WN 7
N685DA 37
N685MQ 24
N685SW 5
N686DA 45
N686MQ 16
N687DL 81
N687MQ 32
N687SW 5
N68801 18
N68802 13
N68805 15
N68807 6
N688DL 67
N688MQ 31
N689DL 64
N689MQ 22
N69059 35
N69063 32
N690DL 66
N690MQ 25
N69154 12
N691CA 29
N691MQ 15
N691WN 8
N692DL 45
N692MQ 21
N693CA 1
N693DL 38
N693MQ 18
N693SW 2
N694DL 38
N694MQ 39
N694SW 2
N695CA 42
N695DL 46
N695MQ 31
N696DL 31
N696MQ 14
N697DL 36
N697MQ 5
N697SW 8
N69804 27
N69806 17
N698DL 12
N698MQ 54
N699DL 25
N699MQ 22
N6EAMQ 348
N700GS 42
N700UW 52
N701GS 23
N701SK 1
N701UW 60
N702SK 1
N702TW 195
N702UW 100
N703JB 277
N703SW 29
N703TW 195
N703UW 59
N704SW 28
N704US 72
N704X 202
N705JB 290
N705SK 1
N705SW 22
N705TW 293
N705UW 64
N706JB 288
N706SW 25
N706TW 220
N707EV 114
N707SA 24
N707TW 235
N708EV 220
N708JB 246
N708SW 16
N708UW 86
N709EV 225
N709JB 264
N709SW 28
N709TW 223
N709UW 60
N710EV 214
N710SK 1
N710SW 29
N710TW 220
N710UW 54
N711HK 21
N711MQ 486
N711UW 66
N711ZX 291
N712EV 210
N712JB 251
N712SW 26
N712TW 196
N712US 93
N713EV 246
N713MQ 483
N713SW 21
N713TW 297
N713UW 59
N71411 80
N714CB 20
N714US 82
N715JB 249
N715SW 30
N715UW 84
N716EV 212
N716SW 30
N716UW 75
N717EV 231
N717JL 34
N717MQ 241
N717SA 21
N717TW 272
N717UW 79
N718EV 196
N718SW 23
N718TW 328
N719EV 171
N719MQ 182
N719SW 31
N720EV 177
N720MQ 331
N720WN 31
N721MQ 328
N721TW 318
N721UW 65
N722EV 160
N722MQ 513
N722TW 314
N722US 76
N723EV 183
N723MQ 507
N723SW 29
N723TW 289
N723UW 65
N72405 89
N724EV 204
N724MQ 210
N724SW 27
N724UW 63
N725MQ 575
N725SW 21
N725UW 63
N726SK 1
N726SW 28
N727SW 35
N727TW 275
N728SK 1
N728SW 27
N729JB 284
N729SW 27
N730EV 223
N730MQ 178
N730SW 25
N730US 91
N73152 12
N731SA 25
N73251 107
N73256 105
N73259 115
N73270 104
N73275 114
N73276 114
N73278 102
N73283 110
N73291 142
N73299 95
N732SW 27
N732US 86
N733SA 24
N733UW 55
N73406 81
N73445 122
N734MQ 128
N734SA 29
N735MQ 396
N735SA 29
N736MQ 169
N736SA 29
N737JW 30
N737MQ 165
N737US 85
N73860 5
N738CB 28
N738EV 213
N738MQ 333
N738US 65
N739GB 21
N739MQ 149
N740EV 233
N740SK 1
N740SW 26
N740UW 58
N741EV 211
N741SA 32
N741UW 66
N742PS 177
N742SW 20
N743SW 26
N744EV 189
N744P 154
N744SW 28
N745SW 25
N745VJ 185
N746JB 318
N746SK 1
N746SW 25
N746UW 133
N747SA 32
N747UW 177
N74856 36
N748EV 224
N748SW 22
N748UW 181
N749SW 19
N749US 135
N750AT 1
N750EV 233
N750SA 28
N750UW 146
N751EV 208
N751SW 32
N751UW 152
N752EV 215
N752SW 24
N752US 127
N753EV 253
N753SW 25
N753US 118
N75410 74
N75425 81
N75426 83
N75428 107
N75429 92
N75432 102
N75433 110
N75435 89
N75436 126
N754EV 235
N754SW 35
N754UW 134
N755EV 195
N755SA 32
N755US 139
N756SA 32
N756US 139
N757AT 1
N757LV 23
N757UW 141
N75851 38
N75853 41
N75854 32
N75858 43
N75861 13
N758EV 185
N758SW 40
N758US 128
N759EV 261
N759GS 29
N76054 28
N76055 32
N76062 25
N76064 43
N76065 58
N760EV 187
N760JB 301
N760SK 1
N760SW 28
N760US 149
N76153 12
N761ND 133
N761RR 36
N76254 129
N76265 119
N76269 135
N76288 110
N762NC 15
N762SK 1
N762SW 39
N762US 201
N763JB 268
N763SW 27
N763US 118
N764NC 11
N764SW 26
N764US 133
N76502 98
N76503 118
N76504 129
N76505 107
N76508 121
N76514 97
N76515 113
N76516 125
N76517 109
N76519 120
N76522 122
N76523 115
N76526 115
N76528 121
N76529 125
N765SW 33
N765US 132
N766JB 282
N766NC 14
N766SK 1
N766SW 34
N766US 140
N767NC 22
N767SW 28
N767UW 139
N768JB 276
N768SK 1
N768SW 32
N768US 152
N769SW 30
N769US 163
N77012 1
N7702A 38
N7704B 35
N77066 45
N770NC 6
N770SA 28
N770UW 168
N7713A 1
N7714B 26
N7715E 1
N771SA 26
N7724A 12
N77258 111
N77261 103
N7726A 30
N77295 126
N77296 122
N772SK 1
N772SW 23
N7730A 29
N7732A 34
N7734H 38
N7735A 30
N7738A 24
N7739A 41
N773NC 11
N773SA 24
N7740A 31
N7741C 18
N77430 112
N77431 100
N7744A 5
N7746C 18
N774NC 6
N774SW 27
N77510 88
N77518 90
N77520 99
N77525 108
N77530 126
N775JB 280
N775NC 6
N775SW 28
N776SK 1
N776WN 38
N777NC 10
N777QC 23
N777UA 1
N77865 8
N77867 8
N77871 13
N778SK 1
N778SW 25
N779JB 264
N779NC 14
N779SW 25
N78003 1
N78013 1
N78060 26
N780NC 14
N780SK 2
N780SW 21
N7811F 17
N7812G 10
N781WN 30
N78285 140
N782NC 17
N782SA 36
N783SW 30
N78438 104
N78448 112
N784JB 297
N784NC 20
N784SW 41
N78501 125
N78506 112
N78509 116
N78511 104
N78524 102
N785SK 1
N785SW 34
N786NC 12
N786SW 33
N787NC 12
N787SA 20
N787UA 1
N78866 9
N788SA 25
N789JB 332
N789SK 3
N789SW 30
N790SK 1
N790SW 34
N791SW 30
N79279 120
N792SW 28
N793JB 283
N793SA 34
N79402 87
N794JB 239
N794SK 1
N794SW 22
N79521 110
N795SK 1
N795SW 35
N796JB 297
N796SW 36
N797MX 29
N797SK 1
N798SW 19
N799SW 22
N7AAAA 1
N7ACAA 1
N7AEAA 1
N7ALAA 1
N7ASAA 1
N7AXAA 1
N7AYAA 1
N7BAAA 3
N7BFAA 1
N7BGAA 2
N7BKAA 1
N7BMAA 1
N7BVAA 1
N7CAAA 1
N800AY 52
N800MQ 63
N801AW 1
N801AY 48
N801UA 113
N802AW 1
N802MQ 74
N802UA 120
N803MQ 58
N803SK 1
N803UA 129
N804AW 3
N804JB 219
N804MQ 205
N804UA 110
N805AY 53
N805JB 240
N805MQ 102
N805UA 119
N806JB 258
N806MQ 148
N806UA 116
N807AW 2
N807JB 286
N807MQ 164
N807UA 107
N808MQ 60
N808UA 117
N809AW 1
N809JB 254
N809NW 1
N809UA 122
N810AW 1
N810MQ 64
N810UA 132
N811MQ 81
N811UA 127
N812AW 1
N812AY 48
N812MQ 121
N812UA 115
N813AY 37
N813MQ 177
N813SK 2
N813UA 117
N81449 112
N814AW 2
N814MQ 63
N814UA 87
N815AW 1
N815MQ 117
N815UA 134
N816MQ 130
N816UA 110
N817AW 2
N817MQ 166
N817UA 125
N818MQ 76
N818UA 139
N819AW 1
N819AY 64
N819MQ 8
N819UA 112
N820AS 217
N820AW 1
N820AY 37
N820MQ 45
N820UA 133
N821AW 3
N821AY 40
N821JB 234
N821MQ 99
N821UA 120
N822MQ 84
N822UA 132
N823AY 30
N823MQ 38
N823UA 135
N824AS 1
N824AW 2
N824AY 45
N824MQ 76
N824UA 123
N825AS 197
N825AW 2
N825AY 38
N825MH 2
N825MQ 39
N825UA 110
N826AS 194
N826AW 1
N826AY 52
N826MH 2
N826MQ 23
N826UA 120
N827AS 200
N827AW 2
N827AY 14
N827JB 125
N827MH 1
N827MQ 121
N827UA 117
N828AS 208
N828AW 2
N828JB 58
N828MH 2
N828MQ 94
N828UA 105
N829AS 230
N829AY 32
N829MH 1
N829MQ 55
N829UA 109
N8301J 13
N8302F 10
N8303R 10
N8305E 20
N8306H 13
N8307K 12
N8308K 15
N8309C 7
N830AS 184
N830AW 1
N830AY 55
N830MQ 68
N830UA 151
N8310C 16
N8311Q 14
N8312C 15
N8313F 13
N8314L 11
N8315C 10
N8316H 14
N8317M 13
N8318F 19
N8319F 9
N831AW 2
N831AY 62
N831MH 3
N831MQ 37
N831UA 105
N8320J 5
N8321D 11
N8322X 15
N8323C 5
N8324A 13
N8325D 13
N8326F 8
N8327A 10
N8328A 11
N8329B 13
N832AS 163
N832AY 44
N832MQ 133
N832UA 133
N833AS 203
N833AY 56
N833MQ 48
N833UA 132
N834AS 173
N834AW 4
N834AY 58
N834JB 49
N834MH 1
N834MQ 73
N834UA 129
N835AS 194
N835AW 1
N835AY 52
N835MH 1
N835MQ 67
N835UA 106
N835VA 72
N836AS 168
N836AW 1
N836AY 60
N836MQ 85
N836UA 93
N836VA 91
N837AW 1
N837MH 2
N837MQ 20
N837UA 107
N837VA 91
N838AW 2
N838MH 2
N838MQ 73
N838UA 102
N838VA 91
N8390A 31
N839AY 55
N839MH 6
N839MQ 157
N839UA 112
N839VA 127
N8409N 50
N840AS 2
N840AY 58
N840MH 1
N840MQ 103
N840UA 101
N840VA 94
N8412F 55
N8416B 61
N841AY 31
N841MH 2
N841UA 96
N841VA 97
N8423C 57
N842MH 3
N842MQ 65
N842UA 144
N842VA 98
N8432A 52
N843MH 1
N843UA 126
N843VA 72
N8444F 36
N844MH 1
N844MQ 94
N844UA 121
N844VA 123
N8458A 63
N845MH 1
N845MQ 66
N845UA 140
N845VA 100
N846AS 1
N846MQ 86
N846UA 112
N846VA 108
N8475B 35
N8477R 53
N847MQ 79
N847UA 122
N847VA 91
N8488D 47
N848AS 3
N848MQ 175
N848UA 108
N848VA 92
N8492C 66
N8495B 44
N849MQ 135
N849UA 124
N849VA 95
N8501F 62
N8505Q 48
N8506C 57
N850MQ 52
N850UA 130
N8515F 30
N8516C 56
N851MQ 63
N851NW 1
N851UA 118
N851VA 74
N8525B 54
N852MQ 118
N852UA 107
N852VA 78
N8532G 49
N8533D 51
N853MQ 68
N853UA 127
N853VA 79
N8541D 50
N8543F 44
N854MQ 40
N854NW 2
N854UA 124
N854VA 87
N8554A 26
N855MQ 12
N855UA 121
N855VA 74
N8560F 48
N856MQ 137
N856NW 1
N8577D 62
N857MQ 196
N8580A 40
N8587E 48
N8588D 47
N858AS 3
N858MQ 13
N8598B 46
N859AS 1
N8600F 9
N8601C 12
N8602F 13
N8603F 13
N8604C 53
N8604K 12
N8605E 5
N8606C 8
N8607M 10
N8608N 14
N8609A 5
N8610A 10
N8611A 50
N8611F 7
N8612K 5
N8613K 11
N8614M 5
N8615E 3
N8616C 8
N8617E 3
N8618N 1
N8619F 1
N8620H 2
N8621A 2
N8623A 41
N862DA 1
N8631E 32
N863DA 2
N8646A 38
N8659B 50
N865DA 1
N8665A 52
N8672A 48
N8673D 48
N8674A 45
N8683B 42
N8688C 45
N8694A 60
N8696C 46
N8698A 57
N8709A 53
N870AS 4
N8710A 49
N8718E 39
N871AS 1
N8721B 33
N8733G 39
N8736A 61
N8745B 56
N8747B 60
N87507 120
N87512 124
N87513 87
N8751D 63
N87527 139
N87531 125
N8758D 49
N8771A 48
N8775A 46
N877AS 200
N8783E 44
N8790A 42
N8794B 68
N8797A 47
N8800G 54
N8808H 52
N881AS 1
N8828D 58
N8836A 46
N8837B 45
N8839E 46
N8847A 50
N8855A 57
N8869B 50
N8877A 48
N8883E 53
N8884E 73
N8886A 46
N8888D 51
N8891A 58
N8894A 39
N8896A 50
N8903A 54
N8905F 60
N8907A 67
N8908D 53
N8913A 55
N8914A 40
N8918B 41
N891AT 23
N8921B 57
N8923A 42
N8924B 42
N8928A 42
N892AT 28
N8930E 45
N8932C 45
N8933B 41
N8936A 58
N8938A 48
N893AT 29
N8940E 45
N8942A 64
N8943A 55
N8944B 38
N8946A 55
N8948B 56
N894AT 29
N895AT 27
N8960A 61
N8964E 30
N8965E 58
N8968E 63
N8969A 41
N896AT 34
N8970D 38
N8971A 51
N8972E 56
N8974C 31
N8976E 50
N8977A 71
N8980A 41
N8982A 46
N8986B 38
N899AT 25
N8EGMQ 299
N900DE 105
N900EV 3
N900MQ 34
N900PC 65
N900WN 14
N901DE 90
N901WN 28
N901XJ 244
N902DA 1
N902DE 76
N902FJ 7
N902MQ 45
N902WN 25
N902XJ 207
N903DA 2
N903DE 116
N903FJ 10
N903JB 19
N903WN 25
N903XJ 239
N904DA 1
N904DE 75
N904DL 95
N904FJ 3
N904WN 19
N904XJ 218
N905DA 1
N905DE 105
N905DL 120
N905FJ 4
N905MQ 8
N905WN 36
N905XJ 257
N906AT 39
N906DA 2
N906DE 96
N906DL 117
N906FJ 8
N906MQ 31
N906WN 30
N906XJ 262
N907DA 1
N907DE 112
N907DL 63
N907FJ 7
N907JB 18
N907MQ 3
N907WN 28
N907XJ 239
N908DE 101
N908DL 100
N908FJ 5
N908MQ 22
N908WN 24
N908XJ 253
N909DE 93
N909DL 93
N909EV 190
N909FJ 8
N909MQ 10
N909WN 42
N909XJ 241
N910AT 36
N910DE 91
N910DL 78
N910DN 1
N910FJ 6
N910FR 2
N910WN 34
N910XJ 201
N911DA 1
N911DE 83
N911DL 83
N911FJ 3
N912DE 102
N912DL 69
N912DN 2
N912FJ 11
N912WN 31
N912XJ 236
N913DE 89
N913DL 78
N913DN 1
N913EV 1
N913FJ 8
N913JB 16
N913WN 28
N913XJ 256
N914DE 77
N914DL 109
N914DN 2
N914FJ 6
N914WN 31
N914XJ 250
N915AT 33
N915DE 106
N915DL 93
N915DN 2
N915FJ 5
N915WN 25
N915XJ 235
N916DE 82
N916DL 97
N916DN 1
N916FJ 8
N916WN 47
N916XJ 274
N917DE 98
N917DL 95
N917DN 5
N917FJ 4
N917WN 34
N917XJ 251
N918DE 74
N918DH 1
N918DL 100
N918FJ 12
N918MQ 47
N918WN 36
N918XJ 223
N919AT 42
N919DE 102
N919DL 109
N919DN 3
N919FJ 6
N919WN 18
N919XJ 269
N920AT 25
N920DE 78
N920DL 105
N920DN 5
N920FJ 6
N920WN 33
N920XJ 251
N921AT 42
N921DL 97
N921DN 1
N921FJ 6
N921WN 35
N921XJ 259
N922AT 45
N922DL 120
N922EV 1
N922FJ 14
N922MQ 34
N922WN 33
N922XJ 309
N923AT 37
N923DL 113
N923DN 3
N923FJ 12
N923MQ 54
N923WN 35
N923XJ 241
N924AT 24
N924DL 122
N924FJ 12
N924WN 40
N924XJ 254
N925AT 52
N925DL 86
N925FJ 9
N925MQ 30
N925WN 31
N925XJ 267
N926AT 29
N926DL 104
N926EV 3
N926LR 6
N926WN 32
N926XJ 275
N927AT 41
N927DA 82
N927LR 8
N927WN 44
N927XJ 237
N928AT 47
N928DL 94
N928DN 1
N928EV 1
N928LR 12
N928MQ 34
N928WN 21
N928XJ 258
N929AT 23
N929DL 108
N929DN 1
N929LR 4
N929WN 30
N929XJ 217
N930AT 28
N930DL 72
N930LR 3
N930WN 34
N930XJ 244
N931DL 95
N931LR 10
N931MQ 45
N931WN 34
N931XJ 243
N932AT 30
N932DL 147
N932DN 1
N932LR 7
N932MQ 24
N932WN 18
N932XJ 245
N933AT 35
N933DL 94
N933DN 1
N933LR 10
N933MQ 24
N933WN 26
N933XJ 237
N934AT 40
N934DL 80
N934FJ 7
N934WN 27
N934XJ 230
N935AT 88
N935DL 86
N935LR 10
N935MQ 5
N935WN 34
N935XJ 224
N936AT 24
N936DL 75
N936WN 33
N936XJ 260
N937AT 41
N937DL 95
N937DN 1
N937WN 29
N937XJ 234
N938AT 37
N938DL 93
N938LR 7
N938WN 25
N939AT 44
N939DL 85
N939DN 1
N939LR 10
N939MQ 7
N939WN 31
N940AT 27
N940DL 79
N940UW 1
N940WN 18
N941DL 89
N941DN 1
N941FR 1
N941MQ 22
N941UW 1
N941WN 28
N942AT 20
N942DL 71
N942LR 12
N942MQ 44
N942WN 27
N943AT 34
N943DL 59
N943DN 1
N943FR 4
N943WN 28
N944AT 27
N944DL 101
N944DN 3
N944UW 222
N944WN 29
N945AT 38
N945DL 83
N945DN 1
N945UW 285
N945WN 25
N946AT 37
N946DL 89
N946UW 270
N946WN 33
N947AT 37
N947DL 76
N947UW 259
N947WN 34
N948AT 23
N948DL 58
N948FR 2
N948UW 232
N948WN 37
N949AT 27
N949DL 85
N949UW 234
N949WN 31
N950AT 27
N950DL 70
N950UW 243
N950WN 26
N951AT 43
N951DL 67
N951FR 4
N951UW 265
N951WN 21
N952AT 30
N952DL 85
N952FR 2
N952UW 282
N952WN 31
N953AT 26
N953DL 85
N953DN 1
N953FR 3
N953UW 310
N953WN 27
N954AT 30
N954DL 81
N954UW 237
N954WN 32
N955AT 41
N955DL 72
N955DN 1
N955UW 225
N955WN 39
N956AT 36
N956DL 65
N956DN 1
N956LR 4
N956UW 222
N956WN 38
N957AT 29
N957DL 77
N957DN 1
N957UW 286
N957WN 24
N958AT 36
N958DL 103
N958DN 3
N958UW 200
N958WN 28
N959AT 29
N959DL 85
N959DN 3
N959UW 213
N959WN 24
N960AT 28
N960DL 58
N960DN 3
N960WN 27
N961AT 35
N961DL 84
N961DN 3
N961UW 226
N961WN 32
N962DL 80
N962DN 1
N962WN 24
N963AT 33
N963DL 111
N963DN 5
N963UW 219
N963WN 39
N964AT 36
N964DL 70
N964DN 2
N964WN 28
N965AT 41
N965DL 80
N965DN 2
N965UW 218
N965WN 29
N966AT 36
N966DL 89
N966WN 23
N967AT 39
N967DL 89
N967UW 208
N967WN 29
N968AT 28
N968DL 100
N968WN 19
N969AT 34
N969DL 106
N969WN 33
N970AT 30
N970DL 90
N971AT 35
N971DL 90
N972AT 32
N972DL 89
N973DL 77
N974AT 35
N974DL 83
N975AT 24
N975DL 105
N976DL 94
N977AT 86
N977DL 79
N978AT 65
N978DL 78
N978SW 1
N979AT 58
N979DL 126
N980AT 47
N980DL 83
N981AT 44
N981DL 88
N982AT 23
N982DL 87
N983AT 32
N983DL 98
N984DL 58
N985AT 29
N985DL 63
N986AT 24
N986DL 73
N987AT 28
N987DL 55
N988AT 37
N988DL 55
N989AT 66
N989DL 89
N990AT 71
N990DL 56
N991AT 25
N991DL 92
N992AT 38
N992DL 57
N993AT 47
N993DL 55
N994AT 31
N994DL 61
N995AT 18
N995DL 57
N996AT 29
N996DL 102
N997AT 44
N997DL 63
N998AT 26
N998DL 77
N999DN 61
N9EAMQ 248
NA 2512
origin n
EWR 120835
JFK 111279
LGA 104662
dest n
ABQ 254
ACK 265
ALB 439
ANC 8
ATL 17215
AUS 2439
AVL 275
BDL 443
BGR 375
BHM 297
BNA 6333
BOS 15508
BQN 896
BTV 2589
BUF 4681
BUR 371
BWI 1781
BZN 36
CAE 116
CAK 864
CHO 52
CHS 2884
CLE 4573
CLT 14064
CMH 3524
CRW 138
CVG 3941
DAY 1525
DCA 9705
DEN 7266
DFW 8738
DSM 569
DTW 9384
EGE 213
EYW 17
FLL 12055
GRR 765
GSO 1606
GSP 849
HDN 15
HNL 707
HOU 2115
IAD 5700
IAH 7198
ILM 110
IND 2077
JAC 25
JAX 2720
LAS 5997
LAX 16174
LEX 1
LGA 1
LGB 668
MCI 2008
MCO 14082
MDW 4113
MEM 1789
MHT 1009
MIA 11728
MKE 2802
MSN 572
MSP 7185
MSY 3799
MTJ 15
MVY 221
MYR 59
OAK 312
OKC 346
OMA 849
ORD 17283
ORF 1536
PBI 6554
PDX 1354
PHL 1632
PHX 4656
PIT 2875
PSE 365
PSP 19
PVD 376
PWM 2352
RDU 8163
RIC 2454
ROC 2416
RSW 3537
SAN 2737
SAT 686
SAV 804
SBN 10
SDF 1157
SEA 3923
SFO 13331
SJC 329
SJU 5819
SLC 2467
SMF 284
SNA 825
SRQ 1211
STL 4339
STT 522
SYR 1761
TPA 7466
TUL 315
TVC 101
TYS 631
XNA 1036
air_time n
20 2
21 14
22 34
23 82
24 103
25 124
26 169
27 147
28 180
29 209
30 254
31 395
32 704
33 1078
34 1327
35 1671
36 1834
37 2085
38 2299
39 2411
40 2466
41 2513
42 2552
43 2543
44 2444
45 2495
46 2406
47 2409
48 2141
49 2065
50 1840
51 1687
52 1671
53 1512
54 1424
55 1235
56 1110
57 1042
58 897
59 859
60 788
61 850
62 855
63 979
64 1041
65 1105
66 1188
67 1166
68 1259
69 1307
70 1301
71 1238
72 1241
73 1327
74 1338
75 1428
76 1489
77 1643
78 1654
79 1687
80 1687
81 1666
82 1643
83 1646
84 1597
85 1647
86 1589
87 1565
88 1567
89 1483
90 1370
91 1301
92 1267
93 1234
94 1106
95 1168
96 1205
97 1146
98 1203
99 1280
100 1534
101 1631
102 1775
103 1860
104 2100
105 2248
106 2204
107 2275
108 2346
109 2377
110 2268
111 2280
112 2267
113 2201
114 2081
115 2059
116 2061
117 1955
118 1909
119 1885
120 1913
121 1792
122 1699
123 1718
124 1674
125 1679
126 1651
127 1640
128 1525
129 1653
130 1698
131 1723
132 1680
133 1761
134 1785
135 1840
136 1841
137 1848
138 1975
139 2028
140 2092
141 2023
142 2126
143 2173
144 2269
145 2235
146 2218
147 2146
148 2118
149 2104
150 2044
151 2065
152 1932
153 1873
154 1816
155 1767
156 1695
157 1602
158 1483
159 1426
160 1302
161 1232
162 1175
163 1090
164 990
165 924
166 883
167 834
168 743
169 725
170 687
171 650
172 669
173 581
174 581
175 585
176 578
177 553
178 566
179 590
180 599
181 695
182 591
183 635
184 637
185 683
186 714
187 715
188 737
189 742
190 715
191 759
192 770
193 802
194 841
195 856
196 893
197 858
198 849
199 852
200 860
201 787
202 816
203 779
204 702
205 728
206 655
207 659
208 655
209 644
210 608
211 618
212 587
213 539
214 526
215 495
216 530
217 510
218 488
219 453
220 431
221 436
222 421
223 380
224 413
225 381
226 358
227 329
228 335
229 333
230 366
231 282
232 308
233 290
234 257
235 265
236 215
237 228
238 219
239 202
240 189
241 182
242 181
243 162
244 149
245 108
246 117
247 123
248 131
249 96
250 88
251 82
252 97
253 100
254 126
255 122
256 106
257 114
258 112
259 118
260 145
261 144
262 114
263 139
264 123
265 136
266 136
267 171
268 175
269 133
270 162
271 184
272 178
273 176
274 196
275 187
276 202
277 244
278 186
279 233
280 231
281 253
282 225
283 283
284 245
285 283
286 270
287 287
288 268
289 270
290 297
291 292
292 302
293 323
294 343
295 407
296 361
297 370
298 372
299 399
300 442
301 410
302 416
303 457
304 505
305 461
306 508
307 511
308 521
309 604
310 571
311 620
312 623
313 700
314 678
315 683
316 669
317 742
318 700
319 777
320 779
321 780
322 794
323 816
324 807
325 777
326 816
327 856
328 832
329 842
330 800
331 831
332 795
333 831
334 842
335 815
336 810
337 793
338 816
339 735
340 706
341 765
342 739
343 721
344 756
345 740
346 650
347 610
348 624
349 567
350 566
351 568
352 573
353 521
354 484
355 463
356 430
357 400
358 364
359 368
360 362
361 322
362 284
363 231
364 249
365 206
366 198
367 196
368 185
369 179
370 141
371 143
372 120
373 152
374 99
375 87
376 83
377 79
378 61
379 53
380 72
381 59
382 62
383 41
384 45
385 32
386 23
387 34
388 32
389 24
390 19
391 22
392 16
393 11
394 11
395 11
396 8
397 6
398 6
399 3
400 8
401 1
402 2
403 2
404 6
405 3
406 4
407 1
408 1
409 1
410 2
411 2
413 2
414 1
418 2
420 1
421 1
422 2
426 1
428 1
434 1
438 1
440 1
490 1
562 1
564 1
565 1
566 1
568 1
569 2
573 2
575 1
578 1
579 5
580 7
581 2
582 5
583 2
584 7
585 3
586 4
587 3
588 6
589 8
590 9
591 5
592 2
593 7
594 8
595 5
596 4
597 5
598 11
599 13
600 15
601 21
602 9
603 10
604 12
605 21
606 7
607 9
608 12
609 14
610 11
611 16
612 15
613 14
614 16
615 15
616 18
617 17
618 16
619 11
620 15
621 11
622 12
623 7
624 5
625 6
626 10
627 7
628 9
629 14
630 17
631 8
632 7
633 9
634 6
635 13
636 8
637 7
638 6
639 6
640 8
641 4
642 3
643 4
644 5
645 5
646 4
647 2
648 9
649 5
650 7
651 2
652 4
653 4
654 4
655 4
656 2
657 2
659 6
660 2
661 2
663 1
664 1
665 2
666 1
667 2
669 1
671 2
675 1
676 2
679 1
683 1
686 2
691 1
695 1
NA 9430

## Warning: Removed 8255 rows containing non-finite values (stat_bin).

## Warning: Removed 8713 rows containing non-finite values (stat_bin).

## Warning: Removed 192440 rows containing non-finite values (stat_bin).
## Warning: Removed 2 rows containing missing values (geom_bar).

## Warning: Removed 198974 rows containing non-finite values (stat_bin).

## Warning: Removed 2 rows containing missing values (geom_bar).

## Warning: Removed 51695 rows containing non-finite values (stat_bin).

## Warning: Removed 2 rows containing missing values (geom_bar).

1 Graph Critique

Q1:

The first graph shows us the percentage of flights that departed over a 15-minute delay divided into each destination individually. The purpose of this graph is to make the reader’s eye quickly find the percentage of flights based on a visualization of the United States map.

The second graph shows the weekly flight cycles throughout 2008 where the blue line indicates the total number of flights that took off that day and the red line indicates the number of flights in which there was a delay of over 15 minutes.

Q2:

In the first graph the information is not presented in an ideal way, it is difficult for the reader to identify where each line is coming from, although it is possible to understand which countries it is but it is not always possible to identify exactly which airport it is.

In the second graph, in our opinion, the amount of lines and points confuses the reader and makes it difficult for him to identify the patterns of flight delays throughout the seasons. In addition, the information overload makes it difficult to identify recurring latency patterns on certain days for the length of the weekly / monthly cycle.

Q3:

The first graph raises the obvious question: Are there countries where the average latency is higher than in other countries? In addition, which are the airports where the percentage of delays is higher? Another question is whether the percentages of delay measured vary according to the seasons?

The second graph raises the questions: Are there patterns of lateness that recur on certain days of the week or in a particular season, or are there lateness in some months than in other months? In addition, if the observation was lower by day / month, it would be possible to compare percentages and learn from the data by comparing proportions.

Q4:

The first graph can be improved by changing the graph to a dynamic graph. This means that when the mouse points to a certain line, we will be presented with the values of the airport we are pointing to.

In the second graph it was possible to improve the visualization by changing the red bars to a long line connecting the dots which makes it possible to identify patterns in the delays of the flights.

2 Reproducing these analyses

צריך עוד לייצר פה נק מינמום מקומי אינעל העולם לא יודעת איך הוא רוצה את זה מה

  1. A graphic summarizing the flight volume and flights delayed, broken by day and showing weekly cycles.
#EWR/ LGA/ JFK to choose
week_cycles <- as.data.frame(flights) %>% filter(origin == 'EWR') %>% dplyr::select(time_hour ,dep_delay ,sched_dep_time)
week_cycles$time_hour <- as.Date(week_cycles$time_hour)
week_cycles<- week_cycles %>% mutate(delay = if_else(dep_delay <= 15 ,0,1,0))

week_cycles_freq <- week_cycles %>% group_by(time_hour) %>% summarise(frequency = n())
week_cycles_delay <- week_cycles %>% group_by(time_hour) %>% summarise(sum(delay))
week_cycles_min <- week_cycles_freq %>% mutate(local_min = (week_cycles_freq$frequency == runmin(week_cycles_freq$frequency,length(week_cycles_freq$frequency)/2)))  
week_cycles_min <- week_cycles_min %>% filter(local_min == T)


ggplot(data = week_cycles_freq,aes(x = time_hour,
                                   y= week_cycles_freq$frequency,colour = "blue")) +
  geom_point(aes(color = "blue")) + geom_line(color = "blue") +
  geom_point(data = week_cycles_delay,aes(x=time_hour,y= `sum(delay)`, color ='red')) +
  geom_linerange(data = week_cycles_delay,aes(x= time_hour, ymax =`sum(delay)` ,ymin=0),color = 'red') +
    scale_color_identity(name ="" ,breaks = c("blue","red"),
                       labels = c("All Flights (scheculed for departure)",
                                  "Late Flights (departure delayed >15)"),
                          guide = "legend") +
  theme_light()  +
  xlab("Date")+ ylab("Flights per day") +
  theme(legend.position="top",legend.direction = "vertical") +
  ggtitle(label = "Weekly Cycles", subtitle = "the airport, we need to choose, Year = 2013") +
  theme(plot.title = element_text(hjust = 0.5,size = 20),plot.subtitle = element_text(hjust = 0.5,size = 15)) 

#need to takecare in the point of the locl minmun

the other graph, flight percent

dep_delay <- as.data.frame(flights) %>% filter(origin == 'EWR') %>%
  mutate(delay = if_else(dep_delay <= 15 ,0,1,0)) %>% group_by(faa = dest) %>% summarise(amount = (frequency = n()), dep = sum(delay)) %>% mutate(per = dep/amount)
dep_delay_loc <- dep_delay %>% left_join(airports, by = "faa") %>% drop_na()
# removed : STT,SJU, BQN need to be explain why they can be found.
dep_delay_loc <- dep_delay_loc %>% mutate(per_ch = NA)
dep_delay_loc$per_ch[dep_delay_loc$per <= 0.10 ] <- "<= 10%"
dep_delay_loc$per_ch[dep_delay_loc$per <= 0.15 & dep_delay_loc$per > 0.10 ] <- "10% - 15%"
dep_delay_loc$per_ch[dep_delay_loc$per <= 0.20 & dep_delay_loc$per > 0.15 ] <- "15% - 20%"
dep_delay_loc$per_ch[dep_delay_loc$per <= 0.25 & dep_delay_loc$per > 0.20 ] <- "20% - 25%"
dep_delay_loc$per_ch[dep_delay_loc$per >= 0.25] <- "25% <="
geo <- list(
  scope = "north america",
  projection = list(type = "albers usa"),
  landcolor = toRGB("gray95"), showlegend = FALSE,
  countrycolor = toRGB("gray80"))

fig <- plot_geo(locationmode ="world", color = ~per_ch)

fig <- fig %>% add_markers(
  data = dep_delay_loc, x = ~lon, y = ~lat, text = ~name,
  hoverinfo = "text",showlegend = FALSE,symbol = "circle-open")

fig <- fig %>% add_segments(
    data = dep_delay_loc,
    x =-74.16867, xend = ~lon,
    y = 40.6925, yend = ~lat,  size = I(1), hoverinfo = "text")

fig <- fig %>% layout(
    title = '% of Flight Departures Delayed > 15 Min<br>(Hover for airport names)',
    geo = geo, height=500)
## Warning: Specifying width/height in layout() is now deprecated.
## Please specify in ggplotly() or plot_ly()
fig <- fig %>% layout(legend = list(x = 0.1, y = -0.4))  %>%
  layout(legend=list(title=list(text='<b> Percent range </b>')))


fig

Note that the echo = FALSE parameter was added to the code chunk to prevent printing of the R code that generated the plot.

3. Freestyle analysis:

summary(flights)
##       year          month             day           dep_time    sched_dep_time
##  Min.   :2013   Min.   : 1.000   Min.   : 1.00   Min.   :   1   Min.   : 106  
##  1st Qu.:2013   1st Qu.: 4.000   1st Qu.: 8.00   1st Qu.: 907   1st Qu.: 906  
##  Median :2013   Median : 7.000   Median :16.00   Median :1401   Median :1359  
##  Mean   :2013   Mean   : 6.549   Mean   :15.71   Mean   :1349   Mean   :1344  
##  3rd Qu.:2013   3rd Qu.:10.000   3rd Qu.:23.00   3rd Qu.:1744   3rd Qu.:1729  
##  Max.   :2013   Max.   :12.000   Max.   :31.00   Max.   :2400   Max.   :2359  
##                                                  NA's   :8255                 
##    dep_delay          arr_time    sched_arr_time   arr_delay       
##  Min.   : -43.00   Min.   :   1   Min.   :   1   Min.   : -86.000  
##  1st Qu.:  -5.00   1st Qu.:1104   1st Qu.:1124   1st Qu.: -17.000  
##  Median :  -2.00   Median :1535   Median :1556   Median :  -5.000  
##  Mean   :  12.64   Mean   :1502   Mean   :1536   Mean   :   6.895  
##  3rd Qu.:  11.00   3rd Qu.:1940   3rd Qu.:1945   3rd Qu.:  14.000  
##  Max.   :1301.00   Max.   :2400   Max.   :2359   Max.   :1272.000  
##  NA's   :8255      NA's   :8713                  NA's   :9430      
##    carrier              flight       tailnum             origin         
##  Length:336776      Min.   :   1   Length:336776      Length:336776     
##  Class :character   1st Qu.: 553   Class :character   Class :character  
##  Mode  :character   Median :1496   Mode  :character   Mode  :character  
##                     Mean   :1972                                        
##                     3rd Qu.:3465                                        
##                     Max.   :8500                                        
##                                                                         
##      dest              air_time        distance         hour      
##  Length:336776      Min.   : 20.0   Min.   :  17   Min.   : 1.00  
##  Class :character   1st Qu.: 82.0   1st Qu.: 502   1st Qu.: 9.00  
##  Mode  :character   Median :129.0   Median : 872   Median :13.00  
##                     Mean   :150.7   Mean   :1040   Mean   :13.18  
##                     3rd Qu.:192.0   3rd Qu.:1389   3rd Qu.:17.00  
##                     Max.   :695.0   Max.   :4983   Max.   :23.00  
##                     NA's   :9430                                  
##      minute        time_hour                  
##  Min.   : 0.00   Min.   :2013-01-01 05:00:00  
##  1st Qu.: 8.00   1st Qu.:2013-04-04 13:00:00  
##  Median :29.00   Median :2013-07-03 10:00:00  
##  Mean   :26.23   Mean   :2013-07-03 05:22:54  
##  3rd Qu.:44.00   3rd Qu.:2013-10-01 07:00:00  
##  Max.   :59.00   Max.   :2013-12-31 23:00:00  
## 
#בדיקת המשתנים הקטגוריים אל מול המשתנים הרציפיים - למטרת למידת הנתונים 
#ggplot(data = flights, mapping = aes( x = hour, y = air_time)) +ylim = c(0, 500)
#  geom_boxplot(mapping = aes(group = cut_width(hour,0.1))) +coord_cartesian(xlim = c(1, 24))



# dep_time
# sched_dep_time
# dep_delay
# arr_time
# sched_arr_time
# arr_delay
# air_time    

#ggplot(data = flights, mapping = aes( x = day, y = arr_delay)) +
#  geom_point(mapping = aes(group = cut_width(day,0.1))) +coord_cartesian(xlim = c(1, 24), ylim = c(0,500))

4. Graphical ”Lineup: